EDA

Dataset statistics

Number of variables	35
Number of observations	934858
Missing cells	366522
Missing cells (%)	1.1%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	256.8 MiB
Average record size in memory	288.0 B

Variable types

Numeric	21
Categorical	14

Alerts

`device_fraud_count` has constant value ""	Constant
`prev_address_months_count` is highly overall correlated with `current_address_months_count`	High correlation
`current_address_months_count` is highly overall correlated with `prev_address_months_count`	High correlation
`customer_age` is highly overall correlated with `date_of_birth_distinct_emails_4w`	High correlation
`velocity_24h` is highly overall correlated with `velocity_4w` and 1 other fields	High correlation
`velocity_4w` is highly overall correlated with `velocity_24h` and 1 other fields	High correlation
`bank_branch_count_8w` is highly overall correlated with `bank_months_count`	High correlation
`credit_risk_score` is highly overall correlated with `proposed_credit_limit`	High correlation
`bank_months_count` is highly overall correlated with `bank_branch_count_8w`	High correlation
`proposed_credit_limit` is highly overall correlated with `credit_risk_score`	High correlation
`month` is highly overall correlated with `velocity_24h` and 1 other fields	High correlation
`date_of_birth_distinct_emails_4w` is highly overall correlated with `customer_age`	High correlation
`fraud_bool` is highly imbalanced (91.3%)	Imbalance
`foreign_request` is highly imbalanced (83.7%)	Imbalance
`source` is highly imbalanced (93.5%)	Imbalance
`device_distinct_emails_8w` is highly imbalanced (87.4%)	Imbalance
`name_email_similarity` has 61087 (6.5%) missing values	Missing
`date_of_birth_distinct_emails_4w` has 61087 (6.5%) missing values	Missing
`email_is_free` has 61087 (6.5%) missing values	Missing
`device_distinct_emails_8w` has 61087 (6.5%) missing values	Missing
`phone_home_valid` has 61087 (6.5%) missing values	Missing
`phone_mobile_valid` has 61087 (6.5%) missing values	Missing
`id` is uniformly distributed	Uniform
`id` has unique values	Unique
`x1` has unique values	Unique
`x2` has unique values	Unique
`bank_branch_count_8w` has 132507 (14.2%) zeros	Zeros
`month` has 74895 (8.0%) zeros	Zeros

Reproduction

Analysis started	2023-05-30 17:25:29.937416
Analysis finished	2023-05-30 17:29:31.804451
Duration	4 minutes and 1.87 second
Software version	ydata-profiling vv4.2.0
Download configuration	config.json

id
Real number (ℝ)

UNIFORM UNIQUE

Distinct	934858
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	500013.56

Minimum	0
Maximum	999999
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	14.3 MiB

Quantile statistics

Minimum	0
5-th percentile	49990.85
Q1	250014.25
median	500128.5
Q3	749857.75
95-th percentile	950057.15
Maximum	999999
Range	999999
Interquartile range (IQR)	499843.5

Descriptive statistics

Standard deviation	288644.63
Coefficient of variation (CV)	0.57727361
Kurtosis	-1.1997399
Mean	500013.56
Median Absolute Deviation (MAD)	249923
Skewness	-0.00026112347
Sum	4.6744168 × 10¹¹
Variance	8.3315724 × 10¹⁰
Monotonicity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1	< 0.1%
666623	1	< 0.1%
666626	1	< 0.1%
666627	1	< 0.1%
666628	1	< 0.1%
666629	1	< 0.1%
666630	1	< 0.1%
666632	1	< 0.1%
666633	1	< 0.1%
666634	1	< 0.1%
Other values (934848)	934848	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	< 0.1%
2	1	< 0.1%
3	1	< 0.1%
4	1	< 0.1%
5	1	< 0.1%
7	1	< 0.1%
8	1	< 0.1%
9	1	< 0.1%
10	1	< 0.1%
11	1	< 0.1%

Value	Count	Frequency (%)
999999	1	< 0.1%
999998	1	< 0.1%
999997	1	< 0.1%
999996	1	< 0.1%
999995	1	< 0.1%
999994	1	< 0.1%
999993	1	< 0.1%
999992	1	< 0.1%
999991	1	< 0.1%
999990	1	< 0.1%

fraud_bool
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	14.3 MiB

0.0	924585
1.0	10273

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	2804574
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	0.0
3rd row	0.0
4th row	0.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
0.0	924585	98.9%
1.0	10273	1.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.0	924585	98.9%
1.0	10273	1.1%

Most occurring characters

Value	Count	Frequency (%)
0	1859443	66.3%
.	934858	33.3%
1	10273	0.4%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	1869716	66.7%
Other Punctuation	934858	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	1859443	99.5%
1	10273	0.5%

Other Punctuation

Value	Count	Frequency (%)
.	934858	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	2804574	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	1859443	66.3%
.	934858	33.3%
1	10273	0.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	2804574	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	1859443	66.3%
.	934858	33.3%
1	10273	0.4%

income
Real number (ℝ)

Distinct	9
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.57867516

Minimum	0.1
Maximum	0.9
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	14.3 MiB

Quantile statistics

Minimum	0.1
5-th percentile	0.1
Q1	0.3
median	0.6
Q3	0.8
95-th percentile	0.9
Maximum	0.9
Range	0.8
Interquartile range (IQR)	0.5

Descriptive statistics

Standard deviation	0.28824805
Coefficient of variation (CV)	0.4981172
Kurtosis	-1.2206216
Mean	0.57867516
Median Absolute Deviation (MAD)	0.2
Skewness	-0.46550402
Sum	540979.1
Variance	0.083086937
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=9)

Value	Count	Frequency (%)
0.9	225216	24.1%
0.8	141589	15.1%
0.1	135633	14.5%
0.6	103016	11.0%
0.7	98145	10.5%
0.4	73358	7.8%
0.2	60722	6.5%
0.5	51489	5.5%
0.3	45690	4.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.1	135633	14.5%
0.2	60722	6.5%
0.3	45690	4.9%
0.4	73358	7.8%
0.5	51489	5.5%
0.6	103016	11.0%
0.7	98145	10.5%
0.8	141589	15.1%
0.9	225216	24.1%

Value	Count	Frequency (%)
0.9	225216	24.1%
0.8	141589	15.1%
0.7	98145	10.5%
0.6	103016	11.0%
0.5	51489	5.5%
0.4	73358	7.8%
0.3	45690	4.9%
0.2	60722	6.5%
0.1	135633	14.5%

prev_address_months_count
Real number (ℝ)

Distinct	373
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	14.674602

Minimum	-1
Maximum	399
Zeros	0
Zeros (%)	0.0%
Negative	712414
Negative (%)	76.2%
Memory size	14.3 MiB

Quantile statistics

Minimum	-1
5-th percentile	-1
Q1	-1
median	-1
Q3	-1
95-th percentile	96
Maximum	399
Range	400
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	43.044012
Coefficient of variation (CV)	2.933232
Kurtosis	22.352884
Mean	14.674602
Median Absolute Deviation (MAD)	0
Skewness	4.3194346
Sum	13718669
Variance	1852.787
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-1	712414	76.2%
11	8730	0.9%
29	7750	0.8%
28	7489	0.8%
27	7343	0.8%
30	7279	0.8%
10	7022	0.8%
12	6663	0.7%
31	6660	0.7%
26	6503	0.7%
Other values (363)	157005	16.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-1	712414	76.2%
6	26	< 0.1%
7	279	< 0.1%
8	1217	0.1%
9	3703	0.4%
10	7022	0.8%
11	8730	0.9%
12	6663	0.7%
13	3499	0.4%
14	1195	0.1%

Value	Count	Frequency (%)
399	1	< 0.1%
386	1	< 0.1%
382	1	< 0.1%
376	1	< 0.1%
373	1	< 0.1%
372	2	< 0.1%
371	3	< 0.1%
370	4	< 0.1%
369	3	< 0.1%
368	7	< 0.1%

current_address_months_count
Real number (ℝ)

Distinct	416
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	99.223237

Minimum	-1
Maximum	429
Zeros	7261
Zeros (%)	0.8%
Negative	3228
Negative (%)	0.3%
Memory size	14.3 MiB

Quantile statistics

Minimum	-1
5-th percentile	4
Q1	27
median	64
Q3	154
95-th percentile	303
Maximum	429
Range	430
Interquartile range (IQR)	127

Descriptive statistics

Standard deviation	94.061999
Coefficient of variation (CV)	0.94798357
Kurtosis	0.67141507
Mean	99.223237
Median Absolute Deviation (MAD)	52
Skewness	1.1722444
Sum	92759637
Variance	8847.6596
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
7	12828	1.4%
6	12702	1.4%
8	12702	1.4%
9	12398	1.3%
5	12093	1.3%
10	11794	1.3%
4	11499	1.2%
11	11137	1.2%
3	10629	1.1%
12	10249	1.1%
Other values (406)	816827	87.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-1	3228	0.3%
0	7261	0.8%
1	8462	0.9%
2	9792	1.0%
3	10629	1.1%
4	11499	1.2%
5	12093	1.3%
6	12702	1.4%
7	12828	1.4%
8	12702	1.4%

Value	Count	Frequency (%)
429	1	< 0.1%
423	2	< 0.1%
413	2	< 0.1%
412	2	< 0.1%
411	1	< 0.1%
410	2	< 0.1%
409	1	< 0.1%
408	3	< 0.1%
406	1	< 0.1%
405	4	< 0.1%

customer_age
Real number (ℝ)

Distinct	9
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	41.343605

Minimum	10
Maximum	90
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	14.3 MiB

Quantile statistics

Minimum	10
5-th percentile	20
Q1	30
median	50
Q3	50
95-th percentile	60
Maximum	90
Range	80
Interquartile range (IQR)	20

Descriptive statistics

Standard deviation	13.765578
Coefficient of variation (CV)	0.33295544
Kurtosis	-0.68118307
Mean	41.343605
Median Absolute Deviation (MAD)	10
Skewness	-0.1956127
Sum	38650400
Variance	189.49115
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=9)

Value	Count	Frequency (%)
50	358162	38.3%
30	176282	18.9%
20	137357	14.7%
40	136268	14.6%
60	93271	10.0%
70	17462	1.9%
10	12138	1.3%
80	3662	0.4%
90	256	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
10	12138	1.3%
20	137357	14.7%
30	176282	18.9%
40	136268	14.6%
50	358162	38.3%
60	93271	10.0%
70	17462	1.9%
80	3662	0.4%
90	256	< 0.1%

Value	Count	Frequency (%)
90	256	< 0.1%
80	3662	0.4%
70	17462	1.9%
60	93271	10.0%
50	358162	38.3%
40	136268	14.6%
30	176282	18.9%
20	137357	14.7%
10	12138	1.3%

days_since_request
Real number (ℝ)

Distinct	925125
Distinct (%)	99.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.90384319

Minimum	3.1127908 × 10^-8
Maximum	76.577505
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	14.3 MiB

Quantile statistics

Minimum	3.1127908 × 10^-8
5-th percentile	0.0014623427
Q1	0.0074449506
median	0.015668693
Q3	0.026927433
95-th percentile	3.6445101
Maximum	76.577505
Range	76.577505
Interquartile range (IQR)	0.019482483

Descriptive statistics

Standard deviation	5.0068073
Coefficient of variation (CV)	5.5394645
Kurtosis	123.72027
Mean	0.90384319
Median Absolute Deviation (MAD)	0.0092775435
Skewness	9.9801318
Sum	844965.04
Variance	25.068119
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.02801972689	4	< 0.1%
0.03054321527	3	< 0.1%
0.01274189252	3	< 0.1%
0.02032779054	3	< 0.1%
0.01851027811	3	< 0.1%
0.02406238422	3	< 0.1%
0.02174377305	3	< 0.1%
0.01886675185	3	< 0.1%
0.02812341688	3	< 0.1%
0.0242542157	3	< 0.1%
Other values (925115)	934827	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
3.112790756 × 10^-8	1	< 0.1%
4.284949667 × 10^-8	1	< 0.1%
6.467590399 × 10^-8	1	< 0.1%
6.668673265 × 10^-8	1	< 0.1%
8.972571815 × 10^-8	1	< 0.1%
1.184335368 × 10^-7	1	< 0.1%
1.636929874 × 10^-7	1	< 0.1%
1.936133843 × 10^-7	1	< 0.1%
2.340225221 × 10^-7	1	< 0.1%
2.459462076 × 10^-7	1	< 0.1%

Value	Count	Frequency (%)
76.57750471	1	< 0.1%
76.44178416	1	< 0.1%
76.35261379	1	< 0.1%
76.28622045	1	< 0.1%
76.10338234	1	< 0.1%
76.0644503	1	< 0.1%
76.03996532	1	< 0.1%
75.77016058	1	< 0.1%
75.54222839	1	< 0.1%
75.53508479	1	< 0.1%

intended_balcon_amount
Real number (ℝ)

Distinct	930349
Distinct (%)	99.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8.5497008

Minimum	-15.537329
Maximum	112.7025
Zeros	0
Zeros (%)	0.0%
Negative	702701
Negative (%)	75.2%
Memory size	14.3 MiB

Quantile statistics

Minimum	-15.537329
5-th percentile	-1.5820798
Q1	-1.1797899
median	-0.83456962
Q3	-0.069674002
95-th percentile	50.450941
Maximum	112.7025
Range	128.23983
Interquartile range (IQR)	1.1101159

Descriptive statistics

Standard deviation	20.523497
Coefficient of variation (CV)	2.400493
Kurtosis	7.2154814
Mean	8.5497008
Median Absolute Deviation (MAD)	0.4139853
Skewness	2.586153
Sum	7992756.2
Variance	421.21393
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-1.383355992	3	< 0.1%
-1.271576718	3	< 0.1%
-0.89533763	3	< 0.1%
-1.511615383	3	< 0.1%
-0.8159297155	3	< 0.1%
-0.6402193199	3	< 0.1%
-1.302431331	3	< 0.1%
-0.5522859925	3	< 0.1%
-1.480167178	3	< 0.1%
-0.6157640927	3	< 0.1%
Other values (930339)	934828	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-15.5373287	1	< 0.1%
-14.98174304	1	< 0.1%
-14.46186413	1	< 0.1%
-14.24921104	1	< 0.1%
-14.09788792	1	< 0.1%
-14.0649795	1	< 0.1%
-13.50054653	1	< 0.1%
-13.48327333	1	< 0.1%
-13.15491677	1	< 0.1%
-13.10520997	1	< 0.1%

Value	Count	Frequency (%)
112.7025044	1	< 0.1%
112.613538	1	< 0.1%
112.4807053	1	< 0.1%
112.4618379	1	< 0.1%
112.3336455	1	< 0.1%
112.3298244	1	< 0.1%
112.1683185	1	< 0.1%
112.1390146	1	< 0.1%
112.0994771	1	< 0.1%
112.0909752	1	< 0.1%

payment_type
Categorical

Distinct	5
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	14.3 MiB

AB	373204
AA	233076
AC	230914
AD	97443
AE	221

Length

Max length	2
Median length	2
Mean length	2
Min length	2

Characters and Unicode

Total characters	1869716
Distinct characters	5
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	AB
2nd row	AA
3rd row	AA
4th row	AB
5th row	AC

Common Values

Value	Count	Frequency (%)
AB	373204	39.9%
AA	233076	24.9%
AC	230914	24.7%
AD	97443	10.4%
AE	221	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
ab	373204	39.9%
aa	233076	24.9%
ac	230914	24.7%
ad	97443	10.4%
ae	221	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
A	1167934	62.5%
B	373204	20.0%
C	230914	12.4%
D	97443	5.2%
E	221	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	1869716	100.0%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
A	1167934	62.5%
B	373204	20.0%
C	230914	12.4%
D	97443	5.2%
E	221	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
Latin	1869716	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
A	1167934	62.5%
B	373204	20.0%
C	230914	12.4%
D	97443	5.2%
E	221	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1869716	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
A	1167934	62.5%
B	373204	20.0%
C	230914	12.4%
D	97443	5.2%
E	221	< 0.1%

zip_count_4w
Real number (ℝ)

Distinct	6238
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1517.628

Minimum	1
Maximum	6650
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	14.3 MiB

Quantile statistics

Minimum	1
5-th percentile	492
Q1	886
median	1208
Q3	1844
95-th percentile	3543
Maximum	6650
Range	6649
Interquartile range (IQR)	958

Descriptive statistics

Standard deviation	965.05244
Coefficient of variation (CV)	0.63589524
Kurtosis	2.4506194
Mean	1517.628
Median Absolute Deviation (MAD)	413
Skewness	1.5410731
Sum	1.4187667 × 10⁹
Variance	931326.21
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1023	832	0.1%
924	828	0.1%
1033	822	0.1%
1014	819	0.1%
1021	817	0.1%
1048	808	0.1%
1062	808	0.1%
1054	801	0.1%
1000	801	0.1%
1080	798	0.1%
Other values (6228)	926724	99.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	3	< 0.1%
2	5	< 0.1%
3	6	< 0.1%
4	3	< 0.1%
5	7	< 0.1%
6	4	< 0.1%
7	4	< 0.1%
8	7	< 0.1%
9	4	< 0.1%
10	9	< 0.1%

Value	Count	Frequency (%)
6650	1	< 0.1%
6593	1	< 0.1%
6557	1	< 0.1%
6553	1	< 0.1%
6526	2	< 0.1%
6513	1	< 0.1%
6511	1	< 0.1%
6506	1	< 0.1%
6501	1	< 0.1%
6496	1	< 0.1%

velocity_6h
Real number (ℝ)

Distinct	933695
Distinct (%)	99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5489.967

Minimum	-174.10969
Maximum	16754.959
Zeros	0
Zeros (%)	0.0%
Negative	41
Negative (%)	< 0.1%
Memory size	14.3 MiB

Quantile statistics

Minimum	-174.10969
5-th percentile	1222.6418
Q1	3332.844
median	5189.1744
Q3	7368.2571
95-th percentile	10877.826
Maximum	16754.959
Range	16929.069
Interquartile range (IQR)	4035.4131

Descriptive statistics

Standard deviation	2940.6949
Coefficient of variation (CV)	0.53564893
Kurtosis	0.14308084
Mean	5489.967
Median Absolute Deviation (MAD)	1995.2389
Skewness	0.60083345
Sum	5.1323395 × 10⁹
Variance	8647686.6
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
5869.79409	3	< 0.1%
4430.639621	2	< 0.1%
8686.23003	2	< 0.1%
11488.62541	2	< 0.1%
4615.96053	2	< 0.1%
2667.946788	2	< 0.1%
7989.813294	2	< 0.1%
9986.869622	2	< 0.1%
4547.489877	2	< 0.1%
3260.869008	2	< 0.1%
Other values (933685)	934837	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-174.1096908	1	< 0.1%
-155.4307304	1	< 0.1%
-130.456928	1	< 0.1%
-113.0468992	1	< 0.1%
-110.7034762	1	< 0.1%
-106.9782971	1	< 0.1%
-96.51829979	1	< 0.1%
-84.13861148	1	< 0.1%
-77.95925234	1	< 0.1%
-75.12062215	1	< 0.1%

Value	Count	Frequency (%)
16754.95902	1	< 0.1%
16754.20092	1	< 0.1%
16715.5654	1	< 0.1%
16701.86995	1	< 0.1%
16573.28576	1	< 0.1%
16558.19839	1	< 0.1%
16554.13314	1	< 0.1%
16528.15786	1	< 0.1%
16517.25703	1	< 0.1%
16515.61382	1	< 0.1%

velocity_24h
Real number (ℝ)

Distinct	933964
Distinct (%)	99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4661.0739

Minimum	1322.3252
Maximum	9539.3565
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	14.3 MiB

Quantile statistics

Minimum	1322.3252
5-th percentile	2550.4766
Q1	3502.6706
median	4640.7363
Q3	5591.9666
95-th percentile	7265.9299
Maximum	9539.3565
Range	8217.0314
Interquartile range (IQR)	2089.296

Descriptive statistics

Standard deviation	1451.792
Coefficient of variation (CV)	0.31147157
Kurtosis	-0.19879736
Mean	4661.0739
Median Absolute Deviation (MAD)	1051.3865
Skewness	0.42303094
Sum	4.3574422 × 10⁹
Variance	2107700
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4197.278153	3	< 0.1%
5594.539998	3	< 0.1%
5083.929288	3	< 0.1%
6181.031062	2	< 0.1%
5059.222766	2	< 0.1%
4678.628909	2	< 0.1%
2007.025763	2	< 0.1%
4869.005134	2	< 0.1%
2892.122262	2	< 0.1%
5476.417788	2	< 0.1%
Other values (933954)	934835	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1322.325176	1	< 0.1%
1326.681151	1	< 0.1%
1327.867307	1	< 0.1%
1328.306125	1	< 0.1%
1330.702283	1	< 0.1%
1344.745469	1	< 0.1%
1346.622214	1	< 0.1%
1348.830318	1	< 0.1%
1366.255299	1	< 0.1%
1366.485702	1	< 0.1%

Value	Count	Frequency (%)
9539.35653	1	< 0.1%
9511.544062	1	< 0.1%
9505.599398	1	< 0.1%
9505.181514	1	< 0.1%
9501.092895	1	< 0.1%
9478.93622	1	< 0.1%
9474.913485	1	< 0.1%
9472.491584	1	< 0.1%
9468.552375	1	< 0.1%
9456.593159	1	< 0.1%

velocity_4w
Real number (ℝ)

Distinct	933273
Distinct (%)	99.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4733.988

Minimum	2870.5916
Maximum	7019.201
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	14.3 MiB

Quantile statistics

Minimum	2870.5916
5-th percentile	3115.3687
Q1	4238.4434
median	4813.3701
Q3	5331.804
95-th percentile	6320.6368
Maximum	7019.201
Range	4148.6094
Interquartile range (IQR)	1093.3606

Descriptive statistics

Standard deviation	871.1704
Coefficient of variation (CV)	0.18402463
Kurtosis	-0.25258232
Mean	4733.988
Median Absolute Deviation (MAD)	558.33737
Skewness	-0.0090538413
Sum	4.4256066 × 10⁹
Variance	758937.87
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4237.957845	3	< 0.1%
3480.307357	3	< 0.1%
4314.579619	3	< 0.1%
4358.685619	3	< 0.1%
4315.170164	2	< 0.1%
4341.056648	2	< 0.1%
4468.875565	2	< 0.1%
5668.869731	2	< 0.1%
5686.995633	2	< 0.1%
3046.102441	2	< 0.1%
Other values (933263)	934834	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2870.591613	1	< 0.1%
2896.415063	1	< 0.1%
2918.632222	1	< 0.1%
2919.806878	1	< 0.1%
2920.415951	1	< 0.1%
2921.590392	1	< 0.1%
2922.163499	1	< 0.1%
2922.47631	1	< 0.1%
2926.560489	1	< 0.1%
2928.591401	1	< 0.1%

Value	Count	Frequency (%)
7019.20103	1	< 0.1%
6977.711782	1	< 0.1%
6970.521948	1	< 0.1%
6961.908358	1	< 0.1%
6955.383287	1	< 0.1%
6942.150889	1	< 0.1%
6941.960129	1	< 0.1%
6940.29743	1	< 0.1%
6938.88494	1	< 0.1%
6938.768203	1	< 0.1%

bank_branch_count_8w
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	2320
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	201.15715

Minimum	0
Maximum	2377
Zeros	132507
Zeros (%)	14.2%
Negative	0
Negative (%)	0.0%
Memory size	14.3 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	10
Q3	31
95-th percentile	1486
Maximum	2377
Range	2377
Interquartile range (IQR)	30

Descriptive statistics

Standard deviation	473.66974
Coefficient of variation (CV)	2.3547249
Kurtosis	5.5648219
Mean	201.15715
Median Absolute Deviation (MAD)	9
Skewness	2.5720068
Sum	1.8805337 × 10⁸
Variance	224363.03
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	139772	15.0%
0	132507	14.2%
2	54691	5.9%
11	28083	3.0%
10	27680	3.0%
12	27570	2.9%
13	26152	2.8%
9	25918	2.8%
14	23684	2.5%
8	23554	2.5%
Other values (2310)	425247	45.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	132507	14.2%
1	139772	15.0%
2	54691	5.9%
3	15136	1.6%
4	12269	1.3%
5	14775	1.6%
6	17857	1.9%
7	20843	2.2%
8	23554	2.5%
9	25918	2.8%

Value	Count	Frequency (%)
2377	1	< 0.1%
2366	1	< 0.1%
2360	1	< 0.1%
2357	1	< 0.1%
2355	2	< 0.1%
2348	1	< 0.1%
2347	1	< 0.1%
2346	1	< 0.1%
2345	1	< 0.1%
2342	1	< 0.1%

employment_status
Categorical

Distinct	7
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	14.3 MiB

CA	640367
CB	126341
CC	83231
CF	41970
CD	24965
Other values (2)	17984

Length

Max length	2
Median length	2
Mean length	2
Min length	2

Characters and Unicode

Total characters	1869716
Distinct characters	7
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	CC
2nd row	CA
3rd row	CA
4th row	CB
5th row	CA

Common Values

Value	Count	Frequency (%)
CA	640367	68.5%
CB	126341	13.5%
CC	83231	8.9%
CF	41970	4.5%
CD	24965	2.7%
CE	17523	1.9%
CG	461	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
ca	640367	68.5%
cb	126341	13.5%
cc	83231	8.9%
cf	41970	4.5%
cd	24965	2.7%
ce	17523	1.9%
cg	461	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
C	1018089	54.5%
A	640367	34.2%
B	126341	6.8%
F	41970	2.2%
D	24965	1.3%
E	17523	0.9%
G	461	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	1869716	100.0%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
C	1018089	54.5%
A	640367	34.2%
B	126341	6.8%
F	41970	2.2%
D	24965	1.3%
E	17523	0.9%
G	461	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
Latin	1869716	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
C	1018089	54.5%
A	640367	34.2%
B	126341	6.8%
F	41970	2.2%
D	24965	1.3%
E	17523	0.9%
G	461	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1869716	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
C	1018089	54.5%
A	640367	34.2%
B	126341	6.8%
F	41970	2.2%
D	24965	1.3%
E	17523	0.9%
G	461	< 0.1%

credit_risk_score
Real number (ℝ)

Distinct	544
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	139.26063

Minimum	-177
Maximum	388
Zeros	410
Zeros (%)	< 0.1%
Negative	11360
Negative (%)	1.2%
Memory size	14.3 MiB

Quantile statistics

Minimum	-177
5-th percentile	33
Q1	90
median	130
Q3	188
95-th percentile	267
Maximum	388
Range	565
Interquartile range (IQR)	98

Descriptive statistics

Standard deviation	71.438414
Coefficient of variation (CV)	0.51298356
Kurtosis	-0.031619124
Mean	139.26063
Median Absolute Deviation (MAD)	48
Skewness	0.28066054
Sum	1.3018892 × 10⁸
Variance	5103.447
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
110	6308	0.7%
113	6263	0.7%
108	6250	0.7%
116	6205	0.7%
112	6204	0.7%
115	6172	0.7%
107	6134	0.7%
109	6134	0.7%
106	6108	0.7%
105	6087	0.7%
Other values (534)	872993	93.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-177	1	< 0.1%
-164	2	< 0.1%
-162	1	< 0.1%
-161	2	< 0.1%
-160	1	< 0.1%
-157	3	< 0.1%
-154	2	< 0.1%
-153	1	< 0.1%
-152	1	< 0.1%
-150	6	< 0.1%

Value	Count	Frequency (%)
388	1	< 0.1%
387	3	< 0.1%
386	3	< 0.1%
383	2	< 0.1%
382	1	< 0.1%
380	5	< 0.1%
378	2	< 0.1%
377	7	< 0.1%
376	6	< 0.1%
375	4	< 0.1%

housing_status
Categorical

Distinct	7
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	14.3 MiB

BC	313646
BB	281601
BA	201363
BE	111667
BD	24771
Other values (2)	1810

Length

Max length	2
Median length	2
Mean length	2
Min length	2

Characters and Unicode

Total characters	1869716
Distinct characters	7
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	BC
2nd row	BC
3rd row	BC
4th row	BB
5th row	BA

Common Values

Value	Count	Frequency (%)
BC	313646	33.6%
BB	281601	30.1%
BA	201363	21.5%
BE	111667	11.9%
BD	24771	2.6%
BF	1562	0.2%
BG	248	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
bc	313646	33.6%
bb	281601	30.1%
ba	201363	21.5%
be	111667	11.9%
bd	24771	2.6%
bf	1562	0.2%
bg	248	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
B	1216459	65.1%
C	313646	16.8%
A	201363	10.8%
E	111667	6.0%
D	24771	1.3%
F	1562	0.1%
G	248	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	1869716	100.0%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
B	1216459	65.1%
C	313646	16.8%
A	201363	10.8%
E	111667	6.0%
D	24771	1.3%
F	1562	0.1%
G	248	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
Latin	1869716	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
B	1216459	65.1%
C	313646	16.8%
A	201363	10.8%
E	111667	6.0%
D	24771	1.3%
F	1562	0.1%
G	248	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1869716	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
B	1216459	65.1%
C	313646	16.8%
A	201363	10.8%
E	111667	6.0%
D	24771	1.3%
F	1562	0.1%
G	248	< 0.1%

bank_months_count
Real number (ℝ)

Distinct	33
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	11.138964

Minimum	-1
Maximum	32
Zeros	0
Zeros (%)	0.0%
Negative	231094
Negative (%)	24.7%
Memory size	14.3 MiB

Quantile statistics

Minimum	-1
5-th percentile	-1
Q1	1
median	6
Q3	25
95-th percentile	30
Maximum	32
Range	33
Interquartile range (IQR)	24

Descriptive statistics

Standard deviation	12.125446
Coefficient of variation (CV)	1.0885613
Kurtosis	-1.4591957
Mean	11.138964
Median Absolute Deviation (MAD)	7
Skewness	0.45281102
Sum	10413350
Variance	147.02644
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=33)

Value	Count	Frequency (%)
-1	231094	24.7%
1	168374	18.0%
28	75917	8.1%
15	56244	6.0%
30	52676	5.6%
31	44200	4.7%
10	41176	4.4%
25	39608	4.2%
5	29903	3.2%
20	28990	3.1%
Other values (23)	166676	17.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-1	231094	24.7%
1	168374	18.0%
2	24867	2.7%
3	7547	0.8%
4	4230	0.5%
5	29903	3.2%
6	17337	1.9%
7	746	0.1%
8	41	< 0.1%
9	5661	0.6%

Value	Count	Frequency (%)
32	21	< 0.1%
31	44200	4.7%
30	52676	5.6%
29	9222	1.0%
28	75917	8.1%
27	4206	0.4%
26	23087	2.5%
25	39608	4.2%
24	1705	0.2%
23	242	< 0.1%

has_other_cards
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	14.3 MiB

0.0	701792
1.0	233066

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	2804574
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	0.0
3rd row	0.0
4th row	0.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
0.0	701792	75.1%
1.0	233066	24.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.0	701792	75.1%
1.0	233066	24.9%

Most occurring characters

Value	Count	Frequency (%)
0	1636650	58.4%
.	934858	33.3%
1	233066	8.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	1869716	66.7%
Other Punctuation	934858	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	1636650	87.5%
1	233066	12.5%

Other Punctuation

Value	Count	Frequency (%)
.	934858	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	2804574	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	1636650	58.4%
.	934858	33.3%
1	233066	8.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	2804574	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	1636650	58.4%
.	934858	33.3%
1	233066	8.3%

proposed_credit_limit
Real number (ℝ)

Distinct	12
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	551.63939

Minimum	190
Maximum	2100
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	14.3 MiB

Quantile statistics

Minimum	190
5-th percentile	200
Q1	200
median	200
Q3	1000
95-th percentile	1500
Maximum	2100
Range	1910
Interquartile range (IQR)	800

Descriptive statistics

Standard deviation	506.69847
Coefficient of variation (CV)	0.91853207
Kurtosis	-0.23764461
Mean	551.63939
Median Absolute Deviation (MAD)	0
Skewness	1.1428178
Sum	5.157045 × 10⁸
Variance	256743.34
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
200	541859	58.0%
1500	152783	16.3%
500	131256	14.0%
1000	85501	9.1%
2000	7473	0.8%
990	7213	0.8%
510	6804	0.7%
490	828	0.1%
210	547	0.1%
1900	428	< 0.1%
Other values (2)	166	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
190	110	< 0.1%
200	541859	58.0%
210	547	0.1%
490	828	0.1%
500	131256	14.0%
510	6804	0.7%
990	7213	0.8%
1000	85501	9.1%
1500	152783	16.3%
1900	428	< 0.1%

Value	Count	Frequency (%)
2100	56	< 0.1%
2000	7473	0.8%
1900	428	< 0.1%
1500	152783	16.3%
1000	85501	9.1%
990	7213	0.8%
510	6804	0.7%
500	131256	14.0%
490	828	0.1%
210	547	0.1%

foreign_request
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	14.3 MiB

0.0	912508
1.0	22350

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	2804574
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	0.0
3rd row	0.0
4th row	0.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
0.0	912508	97.6%
1.0	22350	2.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.0	912508	97.6%
1.0	22350	2.4%

Most occurring characters

Value	Count	Frequency (%)
0	1847366	65.9%
.	934858	33.3%
1	22350	0.8%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	1869716	66.7%
Other Punctuation	934858	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	1847366	98.8%
1	22350	1.2%

Other Punctuation

Value	Count	Frequency (%)
.	934858	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	2804574	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	1847366	65.9%
.	934858	33.3%
1	22350	0.8%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	2804574	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	1847366	65.9%
.	934858	33.3%
1	22350	0.8%

source
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	14.3 MiB

INTERNET	927655
TELEAPP	7203

Length

Max length	8
Median length	8
Mean length	7.9922951
Min length	7

Characters and Unicode

Total characters	7471661
Distinct characters	8
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	INTERNET
2nd row	INTERNET
3rd row	INTERNET
4th row	INTERNET
5th row	INTERNET

Common Values

Value	Count	Frequency (%)
INTERNET	927655	99.2%
TELEAPP	7203	0.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
internet	927655	99.2%
teleapp	7203	0.8%

Most occurring characters

Value	Count	Frequency (%)
E	1869716	25.0%
T	1862513	24.9%
N	1855310	24.8%
I	927655	12.4%
R	927655	12.4%
P	14406	0.2%
L	7203	0.1%
A	7203	0.1%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	7471661	100.0%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
E	1869716	25.0%
T	1862513	24.9%
N	1855310	24.8%
I	927655	12.4%
R	927655	12.4%
P	14406	0.2%
L	7203	0.1%
A	7203	0.1%

Most occurring scripts

Value	Count	Frequency (%)
Latin	7471661	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
E	1869716	25.0%
T	1862513	24.9%
N	1855310	24.8%
I	927655	12.4%
R	927655	12.4%
P	14406	0.2%
L	7203	0.1%
A	7203	0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	7471661	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
E	1869716	25.0%
T	1862513	24.9%
N	1855310	24.8%
I	927655	12.4%
R	927655	12.4%
P	14406	0.2%
L	7203	0.1%
A	7203	0.1%

session_length_in_minutes
Real number (ℝ)

Distinct	930312
Distinct (%)	99.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7.8147995

Minimum	-1
Maximum	85.567848
Zeros	0
Zeros (%)	0.0%
Negative	2109
Negative (%)	0.2%
Memory size	14.3 MiB

Quantile statistics

Minimum	-1
5-th percentile	1.2655275
Q1	3.1510455
median	5.2463658
Q3	9.365532
95-th percentile	22.545114
Maximum	85.567848
Range	86.567848
Interquartile range (IQR)	6.2144864

Descriptive statistics

Standard deviation	8.2378159
Coefficient of variation (CV)	1.0541302
Kurtosis	13.653172
Mean	7.8147995
Median Absolute Deviation (MAD)	2.7418352
Skewness	3.1512544
Sum	7305727.8
Variance	67.861611
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-1	2109	0.2%
3.155039553	3	< 0.1%
4.091064028	3	< 0.1%
4.941366469	3	< 0.1%
4.317986256	3	< 0.1%
8.993731516	3	< 0.1%
5.369191087	3	< 0.1%
4.706080005	3	< 0.1%
5.771883817	3	< 0.1%
4.766375488	3	< 0.1%
Other values (930302)	932722	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-1	2109	0.2%
4.088611726 × 10^-5	1	< 0.1%
0.001224497171	1	< 0.1%
0.00149964329	1	< 0.1%
0.001894059749	1	< 0.1%
0.003472779563	1	< 0.1%
0.004286417425	1	< 0.1%
0.006187519682	1	< 0.1%
0.007119304742	1	< 0.1%
0.007424412727	1	< 0.1%

Value	Count	Frequency (%)
85.5678478	1	< 0.1%
85.16199762	1	< 0.1%
84.17860796	1	< 0.1%
83.37677458	1	< 0.1%
82.69866386	1	< 0.1%
82.34065183	1	< 0.1%
82.30868693	1	< 0.1%
81.95029589	1	< 0.1%
81.89104262	1	< 0.1%
81.83908038	1	< 0.1%

device_os
Categorical

Distinct	5
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	14.3 MiB

linux	314924
windows	284514
other	280698
macintosh	47003
x11	7719

Length

Max length	9
Median length	5
Mean length	5.7932777
Min length	3

Characters and Unicode

Total characters	5415892
Distinct characters	17
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	other
2nd row	macintosh
3rd row	windows
4th row	windows
5th row	other

Common Values

Value	Count	Frequency (%)
linux	314924	33.7%
windows	284514	30.4%
other	280698	30.0%
macintosh	47003	5.0%
x11	7719	0.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
linux	314924	33.7%
windows	284514	30.4%
other	280698	30.0%
macintosh	47003	5.0%
x11	7719	0.8%

Most occurring characters

Value	Count	Frequency (%)
i	646441	11.9%
n	646441	11.9%
o	612215	11.3%
w	569028	10.5%
s	331517	6.1%
h	327701	6.1%
t	327701	6.1%
x	322643	6.0%
l	314924	5.8%
u	314924	5.8%
Other values (7)	1002357	18.5%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	5400454	99.7%
Decimal Number	15438	0.3%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
i	646441	12.0%
n	646441	12.0%
o	612215	11.3%
w	569028	10.5%
s	331517	6.1%
h	327701	6.1%
t	327701	6.1%
x	322643	6.0%
l	314924	5.8%
u	314924	5.8%
Other values (6)	986919	18.3%

Decimal Number

Value	Count	Frequency (%)
1	15438	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	5400454	99.7%
Common	15438	0.3%

Most frequent character per script

Latin

Value	Count	Frequency (%)
i	646441	12.0%
n	646441	12.0%
o	612215	11.3%
w	569028	10.5%
s	331517	6.1%
h	327701	6.1%
t	327701	6.1%
x	322643	6.0%
l	314924	5.8%
u	314924	5.8%
Other values (6)	986919	18.3%

Common

Value	Count	Frequency (%)
1	15438	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	5415892	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
i	646441	11.9%
n	646441	11.9%
o	612215	11.3%
w	569028	10.5%
s	331517	6.1%
h	327701	6.1%
t	327701	6.1%
x	322643	6.0%
l	314924	5.8%
u	314924	5.8%
Other values (7)	1002357	18.5%

keep_alive_session
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	14.3 MiB

1.0	519417
0.0	415441

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	2804574
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1.0
2nd row	0.0
3rd row	1.0
4th row	1.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
1.0	519417	55.6%
0.0	415441	44.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1.0	519417	55.6%
0.0	415441	44.4%

Most occurring characters

Value	Count	Frequency (%)
0	1350299	48.1%
.	934858	33.3%
1	519417	18.5%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	1869716	66.7%
Other Punctuation	934858	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	1350299	72.2%
1	519417	27.8%

Other Punctuation

Value	Count	Frequency (%)
.	934858	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	2804574	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	1350299	48.1%
.	934858	33.3%
1	519417	18.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	2804574	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	1350299	48.1%
.	934858	33.3%
1	519417	18.5%

device_fraud_count
Categorical

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	14.3 MiB

0.0	934858

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	2804574
Distinct characters	2
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	0.0
3rd row	0.0
4th row	0.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
0.0	934858	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.0	934858	100.0%

Most occurring characters

Value	Count	Frequency (%)
0	1869716	66.7%
.	934858	33.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	1869716	66.7%
Other Punctuation	934858	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	1869716	100.0%

Other Punctuation

Value	Count	Frequency (%)
.	934858	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	2804574	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	1869716	66.7%
.	934858	33.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	2804574	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	1869716	66.7%
.	934858	33.3%

month
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	8
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.6576132

Minimum	0
Maximum	7
Zeros	74895
Zeros (%)	8.0%
Negative	0
Negative (%)	0.0%
Memory size	14.3 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	4
Q3	5
95-th percentile	7
Maximum	7
Range	7
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	2.1169819
Coefficient of variation (CV)	0.5787878
Kurtosis	-1.0855253
Mean	3.6576132
Median Absolute Deviation (MAD)	2
Skewness	-0.057178958
Sum	3419349
Variance	4.4816125
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
3	146321	15.7%
5	137826	14.7%
2	133263	14.3%
6	127091	13.6%
4	118198	12.6%
7	98688	10.6%
1	98576	10.5%
0	74895	8.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	74895	8.0%
1	98576	10.5%
2	133263	14.3%
3	146321	15.7%
4	118198	12.6%
5	137826	14.7%
6	127091	13.6%
7	98688	10.6%

Value	Count	Frequency (%)
7	98688	10.6%
6	127091	13.6%
5	137826	14.7%
4	118198	12.6%
3	146321	15.7%
2	133263	14.3%
1	98576	10.5%
0	74895	8.0%

x1
Real number (ℝ)

Distinct	934858
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.013953728

Minimum	-4.9778644
Maximum	6.4348669
Zeros	0
Zeros (%)	0.0%
Negative	464892
Negative (%)	49.7%
Memory size	14.3 MiB

Quantile statistics

Minimum	-4.9778644
5-th percentile	-1.6368629
Q1	-0.66806604
median	0.0069220021
Q3	0.68654608
95-th percentile	1.6829661
Maximum	6.4348669
Range	11.412731
Interquartile range (IQR)	1.3546121

Descriptive statistics

Standard deviation	1.013219
Coefficient of variation (CV)	72.612781
Kurtosis	0.14897831
Mean	0.013953728
Median Absolute Deviation (MAD)	0.67730194
Skewness	0.065253535
Sum	13044.754
Variance	1.0266128
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.2822232989	1	< 0.1%
0.7225341106	1	< 0.1%
0.09126340671	1	< 0.1%
-0.39567329	1	< 0.1%
-0.1246639813	1	< 0.1%
-0.1216799761	1	< 0.1%
0.4070229083	1	< 0.1%
-0.4969799753	1	< 0.1%
-1.674868027	1	< 0.1%
-1.04973528	1	< 0.1%
Other values (934848)	934848	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-4.977864446	1	< 0.1%
-4.913331616	1	< 0.1%
-4.852117653	1	< 0.1%
-4.659952967	1	< 0.1%
-4.602974619	1	< 0.1%
-4.446632241	1	< 0.1%
-4.400445301	1	< 0.1%
-4.371314395	1	< 0.1%
-4.365340579	1	< 0.1%
-4.332117681	1	< 0.1%

Value	Count	Frequency (%)
6.434866931	1	< 0.1%
5.938492819	1	< 0.1%
5.647253063	1	< 0.1%
5.605919708	1	< 0.1%
5.518075554	1	< 0.1%
5.497664426	1	< 0.1%
5.481411648	1	< 0.1%
5.35703142	1	< 0.1%
5.335605496	1	< 0.1%
5.187241498	1	< 0.1%

x2
Real number (ℝ)

Distinct	934858
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.011317419

Minimum	-4.8464137
Maximum	6.5424922
Zeros	0
Zeros (%)	0.0%
Negative	465274
Negative (%)	49.8%
Memory size	14.3 MiB

Quantile statistics

Minimum	-4.8464137
5-th percentile	-1.6391733
Q1	-0.67028542
median	0.0056589419
Q3	0.68371808
95-th percentile	1.6790625
Maximum	6.5424922
Range	11.388906
Interquartile range (IQR)	1.3540035

Descriptive statistics

Standard deviation	1.012477
Coefficient of variation (CV)	89.461826
Kurtosis	0.14895211
Mean	0.011317419
Median Absolute Deviation (MAD)	0.67698331
Skewness	0.065045791
Sum	10580.18
Variance	1.0251096
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.1371216331	1	< 0.1%
-0.674844564	1	< 0.1%
-0.2337829497	1	< 0.1%
0.577778861	1	< 0.1%
0.268263762	1	< 0.1%
-0.3774879003	1	< 0.1%
-1.629810455	1	< 0.1%
0.1262583252	1	< 0.1%
-0.06540750097	1	< 0.1%
-0.9035089504	1	< 0.1%
Other values (934848)	934848	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-4.846413733	1	< 0.1%
-4.783369547	1	< 0.1%
-4.618998589	1	< 0.1%
-4.471665368	1	< 0.1%
-4.433939506	1	< 0.1%
-4.426691766	1	< 0.1%
-4.3132024	1	< 0.1%
-4.302575372	1	< 0.1%
-4.296208593	1	< 0.1%
-4.28748851	1	< 0.1%

Value	Count	Frequency (%)
6.542492182	1	< 0.1%
6.284777011	1	< 0.1%
6.028632545	1	< 0.1%
5.951461793	1	< 0.1%
5.640478546	1	< 0.1%
5.487140277	1	< 0.1%
5.460212461	1	< 0.1%
5.34742463	1	< 0.1%
5.33297376	1	< 0.1%
5.309443306	1	< 0.1%

name_email_similarity
Real number (ℝ)

Distinct	872778
Distinct (%)	99.9%
Missing	61087
Missing (%)	6.5%
Infinite	0
Infinite (%)	0.0%
Mean	0.48771499

Minimum	5.0247067 × 10^-8
Maximum	0.99999996
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	14.3 MiB

Quantile statistics

Minimum	5.0247067 × 10^-8
5-th percentile	0.067003863
Q1	0.21468263
median	0.48603337
Q3	0.75462222
95-th percentile	0.91665107
Maximum	0.99999996
Range	0.99999991
Interquartile range (IQR)	0.53993959

Descriptive statistics

Standard deviation	0.29142273
Coefficient of variation (CV)	0.59752671
Kurtosis	-1.3088828
Mean	0.48771499
Median Absolute Deviation (MAD)	0.27010353
Skewness	0.070488446
Sum	426151.21
Variance	0.084927208
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.6543885557	2	< 0.1%
0.227845696	2	< 0.1%
0.7587758738	2	< 0.1%
0.09967890275	2	< 0.1%
0.1921911384	2	< 0.1%
0.6623782788	2	< 0.1%
0.2434066482	2	< 0.1%
0.6502823952	2	< 0.1%
0.4891073054	2	< 0.1%
0.8054028081	2	< 0.1%
Other values (872768)	873751	93.5%
(Missing)	61087	6.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
5.024706719 × 10^-8	1	< 0.1%
7.898993833 × 10^-7	1	< 0.1%
6.11675322 × 10^-6	1	< 0.1%
8.85821685 × 10^-6	1	< 0.1%
1.887405922 × 10^-5	1	< 0.1%
2.022443363 × 10^-5	1	< 0.1%
2.116087418 × 10^-5	1	< 0.1%
2.539521405 × 10^-5	1	< 0.1%
3.198422688 × 10^-5	1	< 0.1%
3.548570023 × 10^-5	1	< 0.1%

Value	Count	Frequency (%)
0.9999999633	1	< 0.1%
0.9999998641	1	< 0.1%
0.9999996731	1	< 0.1%
0.9999990265	1	< 0.1%
0.9999984639	1	< 0.1%
0.9999982377	1	< 0.1%
0.9999981359	1	< 0.1%
0.9999977445	1	< 0.1%
0.9999976263	1	< 0.1%
0.9999974194	1	< 0.1%

date_of_birth_distinct_emails_4w
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	40
Distinct (%)	< 0.1%
Missing	61087
Missing (%)	6.5%
Infinite	0
Infinite (%)	0.0%
Mean	7.7732907

Minimum	0
Maximum	39
Zeros	3174
Zeros (%)	0.3%
Negative	0
Negative (%)	0.0%
Memory size	14.3 MiB

Quantile statistics

Minimum	0
5-th percentile	2
Q1	4
median	7
Q3	11
95-th percentile	17
Maximum	39
Range	39
Interquartile range (IQR)	7

Descriptive statistics

Standard deviation	4.8153014
Coefficient of variation (CV)	0.61946756
Kurtosis	1.0324455
Mean	7.7732907
Median Absolute Deviation (MAD)	3
Skewness	0.99832431
Sum	6792076
Variance	23.187128
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=40)

Value	Count	Frequency (%)
5	94762	10.1%
6	84497	9.0%
4	80098	8.6%
7	75965	8.1%
8	64667	6.9%
3	62971	6.7%
2	62764	6.7%
9	48279	5.2%
11	47740	5.1%
10	40536	4.3%
Other values (30)	211492	22.6%
(Missing)	61087	6.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3174	0.3%
1	30406	3.3%
2	62764	6.7%
3	62971	6.7%
4	80098	8.6%
5	94762	10.1%
6	84497	9.0%
7	75965	8.1%
8	64667	6.9%
9	48279	5.2%

Value	Count	Frequency (%)
39	1	< 0.1%
38	4	< 0.1%
37	8	< 0.1%
36	12	< 0.1%
35	40	< 0.1%
34	49	< 0.1%
33	63	< 0.1%
32	101	< 0.1%
31	134	< 0.1%
30	196	< 0.1%

email_is_free
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	61087
Missing (%)	6.5%
Memory size	14.3 MiB

1.0	453162
0.0	420609

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	2621313
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	1.0
3rd row	0.0
4th row	0.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
1.0	453162	48.5%
0.0	420609	45.0%
(Missing)	61087	6.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1.0	453162	51.9%
0.0	420609	48.1%

Most occurring characters

Value	Count	Frequency (%)
0	1294380	49.4%
.	873771	33.3%
1	453162	17.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	1747542	66.7%
Other Punctuation	873771	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	1294380	74.1%
1	453162	25.9%

Other Punctuation

Value	Count	Frequency (%)
.	873771	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	2621313	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	1294380	49.4%
.	873771	33.3%
1	453162	17.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	2621313	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	1294380	49.4%
.	873771	33.3%
1	453162	17.3%

device_distinct_emails_8w
Categorical

IMBALANCE MISSING

Distinct	4
Distinct (%)	< 0.1%
Missing	61087
Missing (%)	6.5%
Memory size	14.3 MiB

1.0	842074
2.0	25681
0.0	5735
-1.0	281

Length

Max length	4
Median length	3
Mean length	3.0003216
Min length	3

Characters and Unicode

Total characters	2621594
Distinct characters	5
Distinct categories	3 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	2.0
2nd row	1.0
3rd row	1.0
4th row	1.0
5th row	1.0

Common Values

Value	Count	Frequency (%)
1.0	842074	90.1%
2.0	25681	2.7%
0.0	5735	0.6%
-1.0	281	< 0.1%
(Missing)	61087	6.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1.0	842355	96.4%
2.0	25681	2.9%
0.0	5735	0.7%

Most occurring characters

Value	Count	Frequency (%)
0	879506	33.5%
.	873771	33.3%
1	842355	32.1%
2	25681	1.0%
-	281	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	1747542	66.7%
Other Punctuation	873771	33.3%
Dash Punctuation	281	< 0.1%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	879506	50.3%
1	842355	48.2%
2	25681	1.5%

Other Punctuation

Value	Count	Frequency (%)
.	873771	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	281	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	2621594	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	879506	33.5%
.	873771	33.3%
1	842355	32.1%
2	25681	1.0%
-	281	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	2621594	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	879506	33.5%
.	873771	33.3%
1	842355	32.1%
2	25681	1.0%
-	281	< 0.1%

phone_home_valid
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	61087
Missing (%)	6.5%
Memory size	14.3 MiB

0.0	442588
1.0	431183

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	2621313
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	1.0
3rd row	0.0
4th row	0.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
0.0	442588	47.3%
1.0	431183	46.1%
(Missing)	61087	6.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.0	442588	50.7%
1.0	431183	49.3%

Most occurring characters

Value	Count	Frequency (%)
0	1316359	50.2%
.	873771	33.3%
1	431183	16.4%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	1747542	66.7%
Other Punctuation	873771	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	1316359	75.3%
1	431183	24.7%

Other Punctuation

Value	Count	Frequency (%)
.	873771	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	2621313	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	1316359	50.2%
.	873771	33.3%
1	431183	16.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	2621313	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	1316359	50.2%
.	873771	33.3%
1	431183	16.4%

phone_mobile_valid
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	61087
Missing (%)	6.5%
Memory size	14.3 MiB

1.0	748761
0.0	125010

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	2621313
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	1.0
3rd row	1.0
4th row	1.0
5th row	1.0

Common Values

Value	Count	Frequency (%)
1.0	748761	80.1%
0.0	125010	13.4%
(Missing)	61087	6.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1.0	748761	85.7%
0.0	125010	14.3%

Most occurring characters

Value	Count	Frequency (%)
0	998781	38.1%
.	873771	33.3%
1	748761	28.6%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	1747542	66.7%
Other Punctuation	873771	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	998781	57.2%
1	748761	42.8%

Other Punctuation

Value	Count	Frequency (%)
.	873771	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	2621313	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	998781	38.1%
.	873771	33.3%
1	748761	28.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	2621313	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	998781	38.1%
.	873771	33.3%
1	748761	28.6%

Auto

Heatmap
Table

	id	income	prev_address_months_count	current_address_months_count	customer_age	days_since_request	intended_balcon_amount	zip_count_4w	velocity_6h	velocity_24h	velocity_4w	bank_branch_count_8w	credit_risk_score	bank_months_count	proposed_credit_limit	session_length_in_minutes	month	x1	x2	name_email_similarity	date_of_birth_distinct_emails_4w	fraud_bool	payment_type	employment_status	housing_status	has_other_cards	foreign_request	source	device_os	keep_alive_session	email_is_free	device_distinct_emails_8w	phone_home_valid	phone_mobile_valid
id	1.000	0.001	-0.001	0.000	0.001	-0.000	-0.000	-0.000	-0.001	-0.001	-0.000	-0.000	0.001	0.001	0.001	-0.000	0.001	-0.000	0.001	0.000	-0.001	0.002	0.000	0.001	0.001	0.001	0.000	0.000	0.000	0.000	0.000	0.001	0.004	0.002
income	0.001	1.000	0.009	-0.019	0.087	-0.028	0.108	-0.079	-0.100	-0.114	-0.122	0.013	0.186	0.006	0.142	-0.084	0.131	0.003	0.003	-0.033	-0.038	0.052	0.030	0.061	0.085	0.088	0.013	0.014	0.040	0.040	0.025	0.016	0.013	0.037
prev_address_months_count	-0.001	0.009	1.000	-0.611	-0.164	0.015	-0.033	-0.069	0.006	0.025	0.023	-0.070	-0.055	-0.076	-0.058	0.070	-0.014	-0.003	-0.002	-0.032	0.153	0.024	0.042	0.026	0.051	0.044	0.016	0.012	0.024	0.040	0.022	0.011	0.051	0.023
current_address_months_count	0.000	-0.019	-0.611	1.000	0.225	-0.019	0.093	0.056	0.018	0.005	0.014	0.046	0.131	0.075	0.155	-0.039	-0.013	0.001	0.001	0.046	-0.231	0.050	0.057	0.063	0.180	0.075	0.023	0.016	0.053	0.064	0.089	0.018	0.142	0.111
customer_age	0.001	0.087	-0.164	0.225	1.000	0.039	-0.015	-0.024	0.002	0.008	-0.006	0.060	0.140	0.047	0.127	0.054	0.013	-0.006	-0.005	-0.044	-0.560	0.033	0.049	0.166	0.180	0.116	0.011	0.032	0.093	0.067	0.041	0.037	0.253	0.174
days_since_request	-0.000	-0.028	0.015	-0.019	0.039	1.000	-0.043	-0.034	0.071	0.054	0.031	0.019	-0.100	-0.002	-0.084	0.059	-0.031	-0.001	-0.002	-0.033	-0.057	0.007	0.072	0.014	0.029	0.055	0.002	0.018	0.015	0.002	0.018	0.012	0.053	0.015
intended_balcon_amount	-0.000	0.108	-0.033	0.093	-0.015	-0.043	1.000	0.006	0.034	0.065	0.067	0.160	0.029	0.196	0.100	0.045	-0.051	-0.000	-0.003	0.061	-0.005	0.031	0.435	0.039	0.076	0.134	0.012	0.015	0.056	0.029	0.021	0.025	0.026	0.063
zip_count_4w	-0.000	-0.079	-0.069	0.056	-0.024	-0.034	0.006	1.000	0.129	0.198	0.269	0.012	-0.092	0.048	-0.025	0.048	-0.268	-0.000	0.003	0.018	0.098	0.015	0.053	0.037	0.036	0.056	0.024	0.016	0.020	0.040	0.027	0.019	0.088	0.036
velocity_6h	-0.001	-0.100	0.006	0.018	0.002	0.071	0.034	0.129	1.000	0.456	0.384	0.017	-0.143	0.014	-0.058	0.065	-0.396	0.000	0.001	0.023	0.068	0.016	0.068	0.037	0.042	0.043	0.010	0.016	0.039	0.035	0.045	0.027	0.053	0.031
velocity_24h	-0.001	-0.114	0.025	0.005	0.008	0.054	0.065	0.198	0.456	1.000	0.528	0.037	-0.144	0.017	-0.020	0.087	-0.539	-0.000	0.000	0.026	0.095	0.012	0.061	0.040	0.038	0.059	0.020	0.019	0.027	0.051	0.048	0.037	0.056	0.041
velocity_4w	-0.000	-0.122	0.023	0.014	-0.006	0.031	0.067	0.269	0.384	0.528	1.000	0.034	-0.173	0.020	0.004	0.112	-0.837	-0.000	-0.000	0.054	0.152	0.024	0.073	0.044	0.061	0.083	0.033	0.026	0.051	0.098	0.052	0.052	0.093	0.070
bank_branch_count_8w	-0.000	0.013	-0.070	0.046	0.060	0.019	0.160	0.012	0.017	0.037	0.034	1.000	-0.031	0.502	0.006	0.009	-0.038	-0.004	-0.002	-0.023	-0.029	0.021	0.143	0.021	0.028	0.064	0.007	0.019	0.027	0.012	0.011	0.012	0.075	0.024
credit_risk_score	0.001	0.186	-0.055	0.131	0.140	-0.100	0.029	-0.092	-0.143	-0.144	-0.173	-0.031	1.000	-0.044	0.662	-0.042	0.167	0.004	0.004	0.060	-0.114	0.078	0.047	0.064	0.142	0.139	0.015	0.021	0.071	0.041	0.034	0.038	0.019	0.034
bank_months_count	0.001	0.006	-0.076	0.075	0.047	-0.002	0.196	0.048	0.014	0.017	0.020	0.502	-0.044	1.000	-0.007	0.022	-0.016	-0.003	0.000	-0.018	-0.034	0.027	0.293	0.057	0.043	0.046	0.012	0.037	0.036	0.031	0.019	0.023	0.081	0.031
proposed_credit_limit	0.001	0.142	-0.058	0.155	0.127	-0.084	0.100	-0.025	-0.058	-0.020	0.004	0.006	0.662	-0.007	1.000	-0.004	-0.011	0.004	0.002	0.082	-0.054	0.100	0.058	0.063	0.145	0.129	0.027	0.017	0.065	0.061	0.046	0.028	0.047	0.030
session_length_in_minutes	-0.000	-0.084	0.070	-0.039	0.054	0.059	0.045	0.048	0.065	0.087	0.112	0.009	-0.042	0.022	-0.004	1.000	-0.104	0.001	-0.001	0.022	-0.053	0.016	0.029	0.033	0.029	0.121	0.010	0.042	0.034	0.049	0.044	0.050	0.038	0.017
month	0.001	0.131	-0.014	-0.013	0.013	-0.031	-0.051	-0.268	-0.396	-0.539	-0.837	-0.038	0.167	-0.016	-0.011	-0.104	1.000	-0.001	-0.000	-0.042	-0.163	0.026	0.076	0.045	0.066	0.087	0.028	0.026	0.054	0.111	0.066	0.052	0.101	0.075
x1	-0.000	0.003	-0.003	0.001	-0.006	-0.001	-0.000	-0.000	0.000	-0.000	-0.000	-0.004	0.004	-0.003	0.004	0.001	-0.001	1.000	0.015	-0.005	0.001	0.280	0.007	0.004	0.009	0.012	0.001	0.000	0.009	0.014	0.009	0.004	0.018	0.002
x2	0.001	0.003	-0.002	0.001	-0.005	-0.002	-0.003	0.003	0.001	0.000	-0.000	-0.002	0.004	0.000	0.002	-0.001	-0.000	0.015	1.000	-0.002	0.002	0.283	0.006	0.005	0.010	0.012	0.005	0.000	0.009	0.012	0.009	0.005	0.019	0.003
name_email_similarity	0.000	-0.033	-0.032	0.046	-0.044	-0.033	0.061	0.018	0.023	0.026	0.054	-0.023	0.060	-0.018	0.082	0.022	-0.042	-0.005	-0.002	1.000	0.042	0.039	0.069	0.042	0.045	0.038	0.025	0.012	0.043	0.044	0.074	0.020	0.030	0.043
date_of_birth_distinct_emails_4w	-0.001	-0.038	0.153	-0.231	-0.560	-0.057	-0.005	0.098	0.068	0.095	0.152	-0.029	-0.114	-0.034	-0.054	-0.053	-0.163	0.001	0.002	0.042	1.000	0.030	0.077	0.152	0.097	0.058	0.030	0.029	0.055	0.060	0.053	0.038	0.222	0.142
fraud_bool	0.002	0.052	0.024	0.050	0.033	0.007	0.031	0.015	0.016	0.012	0.024	0.021	0.078	0.027	0.100	0.016	0.026	0.280	0.283	0.039	0.030	1.000	0.041	0.033	0.098	0.038	0.017	0.003	0.073	0.049	0.028	0.040	0.046	0.008
payment_type	0.000	0.030	0.042	0.057	0.049	0.072	0.435	0.053	0.068	0.061	0.073	0.143	0.047	0.293	0.058	0.029	0.076	0.007	0.006	0.069	0.077	0.041	1.000	0.059	0.102	0.157	0.027	0.065	0.063	0.031	0.030	0.045	0.084	0.069
employment_status	0.001	0.061	0.026	0.063	0.166	0.014	0.039	0.037	0.037	0.040	0.044	0.021	0.064	0.057	0.063	0.033	0.045	0.004	0.005	0.042	0.152	0.033	0.059	1.000	0.115	0.039	0.024	0.037	0.063	0.070	0.016	0.043	0.174	0.177
housing_status	0.001	0.085	0.051	0.180	0.180	0.029	0.076	0.036	0.042	0.038	0.061	0.028	0.142	0.043	0.145	0.029	0.066	0.009	0.010	0.045	0.097	0.098	0.102	0.115	1.000	0.073	0.028	0.022	0.079	0.066	0.088	0.025	0.117	0.098
has_other_cards	0.001	0.088	0.044	0.075	0.116	0.055	0.134	0.056	0.043	0.059	0.083	0.064	0.139	0.046	0.129	0.121	0.087	0.012	0.012	0.038	0.058	0.038	0.157	0.039	0.073	1.000	0.004	0.014	0.044	0.087	0.033	0.034	0.105	0.017
foreign_request	0.000	0.013	0.016	0.023	0.011	0.002	0.012	0.024	0.010	0.020	0.033	0.007	0.015	0.012	0.027	0.010	0.028	0.001	0.005	0.025	0.030	0.017	0.027	0.024	0.028	0.004	1.000	0.007	0.052	0.015	0.029	0.007	0.009	0.009
source	0.000	0.014	0.012	0.016	0.032	0.018	0.015	0.016	0.016	0.019	0.026	0.019	0.021	0.037	0.017	0.042	0.026	0.000	0.000	0.012	0.029	0.003	0.065	0.037	0.022	0.014	0.007	1.000	0.084	0.086	0.001	0.421	0.011	0.024
device_os	0.000	0.040	0.024	0.053	0.093	0.015	0.056	0.020	0.039	0.027	0.051	0.027	0.071	0.036	0.065	0.034	0.054	0.009	0.009	0.043	0.055	0.073	0.063	0.063	0.079	0.044	0.052	0.084	1.000	0.067	0.151	0.042	0.073	0.094
keep_alive_session	0.000	0.040	0.040	0.064	0.067	0.002	0.029	0.040	0.035	0.051	0.098	0.012	0.041	0.031	0.061	0.049	0.111	0.014	0.012	0.044	0.060	0.049	0.031	0.070	0.066	0.087	0.015	0.086	0.067	1.000	0.028	0.119	0.042	0.026
email_is_free	0.000	0.025	0.022	0.089	0.041	0.018	0.021	0.027	0.045	0.048	0.052	0.011	0.034	0.019	0.046	0.044	0.066	0.009	0.009	0.074	0.053	0.028	0.030	0.016	0.088	0.033	0.029	0.001	0.151	0.028	1.000	0.009	0.013	0.035
device_distinct_emails_8w	0.001	0.016	0.011	0.018	0.037	0.012	0.025	0.019	0.027	0.037	0.052	0.012	0.038	0.023	0.028	0.050	0.052	0.004	0.005	0.020	0.038	0.040	0.045	0.043	0.025	0.034	0.007	0.421	0.042	0.119	0.009	1.000	0.014	0.069
phone_home_valid	0.004	0.013	0.051	0.142	0.253	0.053	0.026	0.088	0.053	0.056	0.093	0.075	0.019	0.081	0.047	0.038	0.101	0.018	0.019	0.030	0.222	0.046	0.084	0.174	0.117	0.105	0.009	0.011	0.073	0.042	0.013	0.014	1.000	0.285
phone_mobile_valid	0.002	0.037	0.023	0.111	0.174	0.015	0.063	0.036	0.031	0.041	0.070	0.024	0.034	0.031	0.030	0.017	0.075	0.002	0.003	0.043	0.142	0.008	0.069	0.177	0.098	0.017	0.009	0.024	0.094	0.026	0.035	0.069	0.285	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

First rows
Last rows

	id	income	prev_address_months_count	current_address_months_count	customer_age	days_since_request	intended_balcon_amount	payment_type	zip_count_4w	velocity_6h	velocity_24h	velocity_4w	bank_branch_count_8w	employment_status	credit_risk_score	housing_status	bank_months_count	has_other_cards	proposed_credit_limit	source	session_length_in_minutes	device_os	keep_alive_session	month	x1	x2	name_email_similarity	date_of_birth_distinct_emails_4w	email_is_free	device_distinct_emails_8w	phone_home_valid	phone_mobile_valid
0	0	0.2	326.0	20.0	60.0	0.022212	-0.758101	AB	647.0	5944.130884	3862.316270	5330.682025	763.0	CC	186.0	BC	30.0	0.0	1000.0	INTERNET	19.450933	other	1.0	3.0	-0.282223	-0.137122	0.369510	2.0	0.0	2.0	0.0	0.0
1	2	0.9	-1.0	41.0	50.0	0.002588	17.710636	AA	815.0	7784.667290	4863.579732	3607.350151	1.0	CA	212.0	BC	31.0	0.0	500.0	INTERNET	3.850864	macintosh	0.0	4.0	-0.029179	1.089166	0.166457	7.0	1.0	1.0	1.0	1.0
2	3	0.8	23.0	9.0	50.0	0.004026	18.224113	AA	1204.0	6510.930878	6593.331522	5245.997031	1.0	CA	130.0	BC	6.0	0.0	200.0	INTERNET	5.182197	windows	1.0	2.0	2.178365	1.301696	0.250290	1.0	0.0	1.0	0.0	1.0
3	4	0.1	-1.0	30.0	30.0	0.011687	-1.434154	AB	1182.0	4304.899127	3738.266526	3609.551261	12.0	CB	164.0	BB	11.0	0.0	500.0	INTERNET	4.346861	windows	1.0	7.0	1.472099	0.367675	0.619087	8.0	0.0	1.0	0.0	1.0
4	5	0.9	83.0	6.0	50.0	0.024149	-1.323432	AC	477.0	5526.000890	4576.354823	5042.758337	1.0	CA	205.0	BA	-1.0	0.0	1500.0	INTERNET	4.427453	other	0.0	3.0	0.330928	-1.505284	0.317856	5.0	0.0	1.0	0.0	1.0
5	7	0.2	-1.0	286.0	30.0	0.034601	-1.409049	AC	1553.0	2222.416714	2817.337871	4412.533789	1.0	CA	149.0	BB	-1.0	1.0	200.0	INTERNET	3.502893	other	0.0	6.0	-0.084331	-1.371467	0.923498	12.0	0.0	1.0	1.0	1.0
6	8	0.4	-1.0	36.0	50.0	0.026100	-0.953027	AB	822.0	5556.975706	3098.657162	4313.480976	41.0	CC	169.0	BC	2.0	0.0	500.0	INTERNET	21.374936	windows	0.0	5.0	-0.209023	2.141473	0.232801	8.0	1.0	1.0	1.0	1.0
7	9	0.9	-1.0	15.0	50.0	16.815283	-0.301502	AB	1097.0	6504.488017	4092.266597	4299.625262	10.0	CA	67.0	BB	28.0	0.0	200.0	INTERNET	11.340427	other	1.0	4.0	1.521160	-0.190716	0.089310	5.0	0.0	1.0	0.0	1.0
8	10	0.7	-1.0	269.0	50.0	0.017052	18.113431	AA	1008.0	4256.894639	2522.374654	3104.674613	427.0	CA	113.0	BB	11.0	1.0	500.0	INTERNET	1.285402	linux	1.0	7.0	0.819086	0.995956	0.409915	5.0	0.0	1.0	1.0	1.0
9	11	0.1	-1.0	111.0	50.0	0.006938	-1.296074	AB	1114.0	8454.912900	5111.426451	4834.366949	10.0	CC	52.0	BB	30.0	0.0	500.0	INTERNET	10.770944	linux	0.0	4.0	0.236540	0.054239	0.292569	2.0	1.0	1.0	0.0	1.0

	id	fraud_bool	income	prev_address_months_count	current_address_months_count	customer_age	days_since_request	intended_balcon_amount	payment_type	zip_count_4w	velocity_6h	velocity_24h	velocity_4w	bank_branch_count_8w	employment_status	credit_risk_score	housing_status	bank_months_count	has_other_cards	proposed_credit_limit	source	session_length_in_minutes	device_os	keep_alive_session	month	x1	x2	name_email_similarity	date_of_birth_distinct_emails_4w	email_is_free	device_distinct_emails_8w	phone_home_valid	phone_mobile_valid
934848	999990	0.0	0.9	-1.0	168.0	40.0	0.025489	-0.938422	AC	1018.0	5114.909506	2891.768898	3105.152838	2.0	CC	182.0	BB	-1.0	0.0	500.0	INTERNET	1.460424	linux	1.0	6.0	-0.546706	0.900822	0.017403	5.0	0.0	1.0	1.0	0.0
934849	999991	0.0	0.5	28.0	9.0	20.0	0.016669	-0.507331	AB	726.0	3703.955730	6567.216384	4258.472022	17.0	CA	91.0	BE	28.0	0.0	200.0	INTERNET	1.239913	other	1.0	5.0	0.954982	1.822743	0.361669	13.0	1.0	1.0	0.0	1.0
934850	999992	0.0	0.2	-1.0	90.0	50.0	0.038895	-0.767108	AB	1137.0	5376.603719	3213.646425	4227.039488	1495.0	CA	121.0	BD	1.0	0.0	500.0	INTERNET	8.497648	linux	1.0	5.0	-0.171627	1.636472	0.173317	4.0	1.0	1.0	0.0	1.0
934851	999993	0.0	0.2	65.0	11.0	40.0	0.008420	50.591899	AC	889.0	5777.459341	3402.364441	3808.787247	1.0	CA	86.0	BC	28.0	0.0	200.0	INTERNET	21.886119	other	1.0	6.0	-0.724116	0.461230	0.415023	9.0	0.0	1.0	0.0	1.0
934852	999994	0.0	0.9	117.0	11.0	20.0	0.013154	37.492554	AA	4342.0	6225.666022	3452.566086	5907.253057	14.0	CB	313.0	BC	4.0	0.0	1500.0	INTERNET	2.585130	windows	1.0	0.0	1.312224	-1.592545	0.136108	13.0	1.0	1.0	1.0	1.0
934853	999995	1.0	0.4	-1.0	115.0	50.0	0.016675	-1.277662	AD	1704.0	7574.000604	5401.986247	5194.686284	0.0	CA	43.0	BB	-1.0	0.0	200.0	INTERNET	4.871168	other	0.0	3.0	0.430381	-0.391984	0.522887	1.0	1.0	1.0	0.0	1.0
934854	999996	0.0	0.9	38.0	8.0	20.0	0.009012	50.289551	AA	1728.0	3581.552855	2510.056836	4363.077001	2.0	CA	176.0	BC	29.0	0.0	1500.0	INTERNET	13.960900	linux	1.0	6.0	0.802064	-1.299359	0.475857	12.0	1.0	1.0	0.0	1.0
934855	999997	0.0	0.7	-1.0	305.0	50.0	0.001224	-1.639289	AB	780.0	4878.864192	3657.691361	5205.214618	0.0	CA	309.0	BA	30.0	1.0	1500.0	INTERNET	2.007887	windows	1.0	6.0	0.432079	-0.018634	0.512173	3.0	0.0	1.0	1.0	0.0
934856	999998	0.0	0.8	-1.0	36.0	60.0	0.031814	-1.671697	AB	2140.0	879.645376	4436.203372	4218.324833	16.0	CC	186.0	BC	1.0	1.0	200.0	INTERNET	0.999235	windows	0.0	4.0	1.686424	0.065182	0.138305	8.0	0.0	1.0	0.0	1.0
934857	999999	0.0	0.8	-1.0	24.0	20.0	0.008437	30.574625	AA	997.0	2567.311468	5457.563965	4317.755652	1190.0	CA	83.0	BC	26.0	0.0	200.0	INTERNET	5.295844	linux	0.0	4.0	-0.689051	2.650935	0.125449	14.0	1.0	1.0	0.0	1.0

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Uppercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Uppercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Uppercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common